This comprehensive update enhances user experience with several key improvements:
## Enhanced Streaming & Thinking Display
- Implement real-time streaming with gray thinking tokens that collapse after completion
- Fix thinking token redisplay bug with proper content filtering
- Add clear "AI Response:" headers to separate thinking from responses
- Enable streaming by default for better user engagement
- Keep thinking visible for exploration, collapse only for suggested questions
## Natural Conversation Responses
- Convert clunky JSON exploration responses to natural, conversational format
- Improve exploration prompts for friendly, colleague-style interactions
- Update summary generation with better context handling
- Eliminate double response display issues
## Model Reference Updates
- Remove all llama3.2 references in favor of qwen3 models
- Fix non-existent qwen3:3b references, replace with proper model names
- Update model rankings to prioritize working qwen models across all components
- Ensure consistent model recommendations in docs and examples
## Cross-Platform Icon Integration
- Add desktop icon setup to Linux installer with .desktop entry
- Add Windows shortcuts for desktop and Start Menu integration
- Improve installer user experience with visual branding
## Configuration & Navigation Fixes
- Fix "0" option in configuration menu to properly go back
- Improve configuration menu user-friendliness
- Update troubleshooting guides with correct model suggestions
These changes significantly improve the beginner experience while maintaining
technical accuracy and system reliability.
Major fixes:
- Fix model selection to prioritize qwen3:1.7b instead of qwen3:4b for testing
- Correct context length from 80,000 to 32,000 tokens (proper Qwen3 limit)
- Implement content-preserving safeguards instead of dropping responses
- Fix all test imports from claude_rag to mini_rag module naming
- Add virtual environment warnings to all test entry points
- Fix TUI EOF crash handling with proper error handling
- Remove warmup delays that were causing startup lag and unwanted model calls
- Fix command mappings between bash wrapper and Python script
- Update documentation to reflect qwen3:1.7b as primary recommendation
- Improve TUI box alignment and formatting
- Make language generic for any documents, not just codebases
- Add proper folder names in user feedback instead of generic terms
Technical improvements:
- Unified model rankings across all components
- Better error handling for missing dependencies
- Comprehensive testing and validation of all fixes
- All tests now pass and system is deployment-ready
All major crashes and deployment issues resolved.
- Create separate explore mode with thinking enabled for debugging/learning
- Add lazy loading with LLM warmup using 'testing, just say "hi" <no_think>'
- Implement context-aware conversation memory across questions
- Add interactive CLI with help, summary, and session management
- Enable Qwen3 thinking mode toggle for experimentation
- Support multi-turn conversations for better debugging workflow
- Clean separation between fast synthesis and deep exploration modes
- Update model rankings to prioritize ultra-efficient CPU models (qwen3:0.6b first)
- Add comprehensive CPU deployment documentation with performance benchmarks
- Configure CPU-optimized settings in default config
- Enable 796MB total model footprint for standard systems
- Support Raspberry Pi, older laptops, and CPU-only environments
- Maintain excellent quality with 522MB qwen3:0.6b model
📚 DOCUMENTATION
- docs/QUERY_EXPANSION.md: Complete beginner guide with examples and troubleshooting
- Updated config.yaml with proper LLM settings and comments
- Clear explanations of when features are enabled/disabled
🧪 NEW TESTING INFRASTRUCTURE
- test_ollama_integration.py: 6 comprehensive tests with helpful error messages
- test_smart_ranking.py: 6 tests verifying ranking quality improvements
- troubleshoot.py: Interactive tool for diagnosing setup issues
- Enhanced system validation with new features coverage
⚙️ SMART DEFAULTS
- Query expansion disabled by default (CLI speed)
- TUI enables expansion automatically (exploration mode)
- Clear user feedback about which features are active
- Graceful degradation when Ollama unavailable
🎯 BEGINNER-FRIENDLY APPROACH
- Tests explain what they're checking and why
- Clear solutions provided for common problems
- Educational output showing system status
- Offline testing with gentle mocking
Run 'python3 tests/troubleshoot.py' to verify your setup\!